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significant decrease » significant increase (Expand Search), significantly increased (Expand Search)
significant rates » significant facies (Expand Search), significant role (Expand Search), significant risks (Expand Search)
rates decrease » rate decreased (Expand Search), greatest decrease (Expand Search), greater decrease (Expand Search)
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2641
Result of comparison of different lightweight.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2642
DyHead Structure.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2643
The parameters of the training phase.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2644
Structure of GSConv network.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2645
Comparison experiment of accuracy improvement.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2646
Improved model distillation structure.
Published 2025“…Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. Finally, the experiment significantly enhanced the efficiency of feature extraction and the detection accuracy of the model algorithm through the integration of the Dynamic Head (DyHead) module, the Content-Aware Re-Assembly of Features (CARAFE) module, and the incorporation of knowledge distillation techniques. …”
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2647
Reversible Adsorption and Interfacial Photoisomerization of Azobenzene Surfactants Studied by QCM
Published 2025“…Using quartz crystal microbalance (QCM) measurements, we show that the interfacial mass change is governed by the isomeric composition in the bulk solution: the <i>trans</i> isomer exhibits strong adsorption, while the <i>cis</i> isomer is significantly less surface-active. We further quantify the photoisomerization kinetics at the interface, revealing that the isomerization rate constant decreases with a lower <i>trans</i> isomer concentration due to a transition from a diffuse multilayer to a confined double-layer structure. …”
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2648
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2649
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2650
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2651
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2652
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2653
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2654
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2655
Flexible Microfluidic Devices for Tunable Formation of Double Emulsion
Published 2025“…Well-controlled adjustment of the core size and shell thickness is critical for applications of double emulsions. Changing the flow rates of the fluid phases is the most straightforward method to control the emulsion sizes. …”
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2656
Curve fitting of parameter a.
Published 2025“…The test results show that the soil expansion rate decreases from 43.7% to 37.1% with the increase of salt solution concentration. …”
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2657
Results of parameters a, b for curve fitting.
Published 2025“…The test results show that the soil expansion rate decreases from 43.7% to 37.1% with the increase of salt solution concentration. …”
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2658
Physico-chemical property of Ningming Bentonite.
Published 2025“…The test results show that the soil expansion rate decreases from 43.7% to 37.1% with the increase of salt solution concentration. …”
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2659
Curve fitting of parameter b.
Published 2025“…The test results show that the soil expansion rate decreases from 43.7% to 37.1% with the increase of salt solution concentration. …”
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2660
Fully chemistry analysis of silicate.
Published 2025“…The test results show that the soil expansion rate decreases from 43.7% to 37.1% with the increase of salt solution concentration. …”